Pandas Profiling Report

Dataset statistics

Number of variables	21
Number of observations	1541
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	171.0 KiB
Average record size in memory	113.6 B

Variable types

Numeric	12
Categorical	9

Warnings

`iclevel` has constant value "Four or more years"	Constant
`instnm` has a high cardinality: 1528 distinct values	High cardinality
`stabbr` has a high cardinality: 54 distinct values	High cardinality
`admssn` is highly correlated with `enrlft` and 1 other fields	High correlation
`enrlft` is highly correlated with `admssn` and 1 other fields	High correlation
`enrlt` is highly correlated with `admssn` and 1 other fields	High correlation
`locale` is highly correlated with `iclevel`	High correlation
`instsize` is highly correlated with `iclevel`	High correlation
`stabbr` is highly correlated with `iclevel`	High correlation
`instcat` is highly correlated with `iclevel`	High correlation
`c15basic` is highly correlated with `iclevel`	High correlation
`iclevel` is highly correlated with `locale` and 6 other fields	High correlation
`sector` is highly correlated with `iclevel` and 1 other fields	High correlation
`control` is highly correlated with `iclevel` and 1 other fields	High correlation
`instnm` is uniformly distributed	Uniform
`unitid` has unique values	Unique
`latitude` has unique values	Unique
`roomamt` has 309 (20.1%) zeros	Zeros
`boardamt` has 376 (24.4%) zeros	Zeros
`applfeeu` has 446 (28.9%) zeros	Zeros

Reproduction

Analysis started	2021-02-21 22:02:13.230581
Analysis finished	2021-02-21 22:02:27.195658
Duration	13.97 seconds
Software version	pandas-profiling v2.11.0
Download configuration	config.yaml

unitid
Real number (ℝ_≥0)

UNIQUE

Distinct	1541
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	193292.6398
Minimum	100654
Maximum	491057
Zeros	0
Zeros (%)	0.0%
Memory size	12.2 KiB

Quantile statistics

Minimum	100654
5-th percentile	110714
Q1	154235
median	188030
Q3	215655
95-th percentile	243443
Maximum	491057
Range	390403
Interquartile range (IQR)	61420

Descriptive statistics

Standard deviation	67893.94567
Coefficient of variation (CV)	0.3512495133
Kurtosis	8.091105326
Mean	193292.6398
Median Absolute Deviation (MAD)	30273
Skewness	2.483451338
Sum	297863958
Variance	4609587858
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
169983	1	0.1%
174844	1	0.1%
189088	1	0.1%
123554	1	0.1%
148131	1	0.1%
139940	1	0.1%
127653	1	0.1%
233426	1	0.1%
189097	1	0.1%
195243	1	0.1%
Other values (1531)	1531	99.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
100654	1	0.1%
100663	1	0.1%
100706	1	0.1%
100724	1	0.1%
100751	1	0.1%

Value	Count	Frequency (%)
491057	1	0.1%
490805	1	0.1%
490513	1	0.1%
490504	1	0.1%
490319	1	0.1%

instnm
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	1528
Distinct (%)	99.2%
Missing	0
Missing (%)	0.0%
Memory size	12.2 KiB

Westminster College	3
Union College	3
Emmanuel College	2
St. John's College	2
Wheaton College	2
Other values (1523)	1529

Length

Max length	75
Median length	24
Mean length	25.25697599
Min length	6

Characters and Unicode

Total characters	38921
Distinct characters	60
Distinct categories	8 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1517 ?
Unique (%)	98.4%

Sample

1st row	Alabama A & M University
2nd row	University of Alabama at Birmingham
3rd row	University of Alabama in Huntsville
4th row	Alabama State University
5th row	The University of Alabama

Value	Count	Frequency (%)
Westminster College	3	0.2%
Union College	3	0.2%
Emmanuel College	2	0.1%
St. John's College	2	0.1%
Wheaton College	2	0.1%
Bethany College	2	0.1%
Sterling College	2	0.1%
Marian University	2	0.1%
Bethel University	2	0.1%
Anderson University	2	0.1%
Other values (1518)	1519	98.6%

Histogram of lengths of the category

Value	Count	Frequency (%)
university	846	17.1%
college	478	9.7%
of	373	7.5%
state	193	3.9%
the	64	1.3%
at	50	1.0%
saint	39	0.8%
institute	38	0.8%
and	36	0.7%
new	32	0.6%
Other values (1385)	2799	56.6%

Most occurring characters

Value	Count	Frequency (%)
e	3940	10.1%
i	3502	9.0%
	3408	8.8%
n	2707	7.0%
t	2644	6.8%
a	2262	5.8%
r	2244	5.8%
o	2212	5.7%
s	2046	5.3%
l	1991	5.1%
Other values (50)	11965	30.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	30502	78.4%
Uppercase Letter	4737	12.2%
Space Separator	3408	8.8%
Dash Punctuation	212	0.5%
Other Punctuation	59	0.2%
Open Punctuation	1	< 0.1%
Math Symbol	1	< 0.1%
Close Punctuation	1	< 0.1%

Most frequent character per category

Value	Count	Frequency (%)
U	997	21.0%
C	837	17.7%
S	516	10.9%
M	330	7.0%
A	210	4.4%
T	178	3.8%
B	164	3.5%
N	164	3.5%
W	156	3.3%
P	155	3.3%
Other values (16)	1030	21.7%

Value	Count	Frequency (%)
e	3940	12.9%
i	3502	11.5%
n	2707	8.9%
t	2644	8.7%
a	2262	7.4%
r	2244	7.4%
o	2212	7.3%
s	2046	6.7%
l	1991	6.5%
y	1293	4.2%
Other values (16)	5661	18.6%

Value	Count	Frequency (%)
&	26	44.1%
'	26	44.1%
.	7	11.9%

Value	Count	Frequency (%)
	3408	100.0%

Value	Count	Frequency (%)
-	212	100.0%

Value	Count	Frequency (%)
(	1	100.0%

Value	Count	Frequency (%)
+	1	100.0%

Value	Count	Frequency (%)
)	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	35239	90.5%
Common	3682	9.5%

Most frequent character per script

Value	Count	Frequency (%)
e	3940	11.2%
i	3502	9.9%
n	2707	7.7%
t	2644	7.5%
a	2262	6.4%
r	2244	6.4%
o	2212	6.3%
s	2046	5.8%
l	1991	5.6%
y	1293	3.7%
Other values (42)	10398	29.5%

Value	Count	Frequency (%)
	3408	92.6%
-	212	5.8%
&	26	0.7%
'	26	0.7%
.	7	0.2%
(	1	< 0.1%
+	1	< 0.1%
)	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	38921	100.0%

Most frequent character per block

Value	Count	Frequency (%)
e	3940	10.1%
i	3502	9.0%
	3408	8.8%
n	2707	7.0%
t	2644	6.8%
a	2262	5.8%
r	2244	5.8%
o	2212	5.7%
s	2046	5.3%
l	1991	5.1%
Other values (50)	11965	30.7%

stabbr
Categorical

HIGH CARDINALITY
HIGH CORRELATION

Distinct	54
Distinct (%)	3.5%
Missing	0
Missing (%)	0.0%
Memory size	12.2 KiB

NY	146
PA	112
CA	93
MA	68
TX	67
Other values (49)	1055

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	3082
Distinct characters	24
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3 ?
Unique (%)	0.2%

Sample

1st row	AL
2nd row	AL
3rd row	AL
4th row	AL
5th row	AL

Value	Count	Frequency (%)
NY	146	9.5%
PA	112	7.3%
CA	93	6.0%
MA	68	4.4%
TX	67	4.3%
OH	62	4.0%
IL	58	3.8%
NC	55	3.6%
GA	46	3.0%
FL	44	2.9%
Other values (44)	790	51.3%

Histogram of lengths of the category

Value	Count	Frequency (%)
ny	146	9.5%
pa	112	7.3%
ca	93	6.0%
ma	68	4.4%
tx	67	4.3%
oh	62	4.0%
il	58	3.8%
nc	55	3.6%
ga	46	3.0%
fl	44	2.9%
Other values (44)	790	51.3%

Most occurring characters

Value	Count	Frequency (%)
A	481	15.6%
N	399	12.9%
M	259	8.4%
I	224	7.3%
C	219	7.1%
Y	174	5.6%
O	162	5.3%
T	155	5.0%
L	145	4.7%
P	118	3.8%
Other values (14)	746	24.2%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	3082	100.0%

Most frequent character per category

Value	Count	Frequency (%)
A	481	15.6%
N	399	12.9%
M	259	8.4%
I	224	7.3%
C	219	7.1%
Y	174	5.6%
O	162	5.3%
T	155	5.0%
L	145	4.7%
P	118	3.8%
Other values (14)	746	24.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3082	100.0%

Most frequent character per script

Value	Count	Frequency (%)
A	481	15.6%
N	399	12.9%
M	259	8.4%
I	224	7.3%
C	219	7.1%
Y	174	5.6%
O	162	5.3%
T	155	5.0%
L	145	4.7%
P	118	3.8%
Other values (14)	746	24.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3082	100.0%

Most frequent character per block

Value	Count	Frequency (%)
A	481	15.6%
N	399	12.9%
M	259	8.4%
I	224	7.3%
C	219	7.1%
Y	174	5.6%
O	162	5.3%
T	155	5.0%
L	145	4.7%
P	118	3.8%
Other values (14)	746	24.2%

sector
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.0 KiB

Private not-for-profit, 4-year or above	1033
Public, 4-year or above	508

Length

Max length	39
Median length	39
Mean length	33.72550292
Min length	23

Characters and Unicode

Total characters	51971
Distinct characters	20
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Public, 4-year or above
2nd row	Public, 4-year or above
3rd row	Public, 4-year or above
4th row	Public, 4-year or above
5th row	Public, 4-year or above

Value	Count	Frequency (%)
Private not-for-profit, 4-year or above	1033	67.0%
Public, 4-year or above	508	33.0%

Histogram of lengths of the category

Value	Count	Frequency (%)
above	1541	21.4%
or	1541	21.4%
4-year	1541	21.4%
not-for-profit	1033	14.4%
private	1033	14.4%
public	508	7.1%

Most occurring characters

Value	Count	Frequency (%)
r	6181	11.9%
o	6181	11.9%
	5656	10.9%
e	4115	7.9%
a	4115	7.9%
-	3607	6.9%
t	3099	6.0%
i	2574	5.0%
v	2574	5.0%
f	2066	4.0%
Other values (10)	11803	22.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	38085	73.3%
Space Separator	5656	10.9%
Dash Punctuation	3607	6.9%
Uppercase Letter	1541	3.0%
Other Punctuation	1541	3.0%
Decimal Number	1541	3.0%

Most frequent character per category

Value	Count	Frequency (%)
r	6181	16.2%
o	6181	16.2%
e	4115	10.8%
a	4115	10.8%
t	3099	8.1%
i	2574	6.8%
v	2574	6.8%
f	2066	5.4%
b	2049	5.4%
y	1541	4.0%
Other values (5)	3590	9.4%

Value	Count	Frequency (%)
P	1541	100.0%

Value	Count	Frequency (%)
,	1541	100.0%

Value	Count	Frequency (%)
	5656	100.0%

Value	Count	Frequency (%)
4	1541	100.0%

Value	Count	Frequency (%)
-	3607	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	39626	76.2%
Common	12345	23.8%

Most frequent character per script

Value	Count	Frequency (%)
r	6181	15.6%
o	6181	15.6%
e	4115	10.4%
a	4115	10.4%
t	3099	7.8%
i	2574	6.5%
v	2574	6.5%
f	2066	5.2%
b	2049	5.2%
P	1541	3.9%
Other values (6)	5131	12.9%

Value	Count	Frequency (%)
	5656	45.8%
-	3607	29.2%
,	1541	12.5%
4	1541	12.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	51971	100.0%

Most frequent character per block

Value	Count	Frequency (%)
r	6181	11.9%
o	6181	11.9%
	5656	10.9%
e	4115	7.9%
a	4115	7.9%
-	3607	6.9%
t	3099	6.0%
i	2574	5.0%
v	2574	5.0%
f	2066	4.0%
Other values (10)	11803	22.7%

iclevel
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.8 KiB

Four or more years	1541

Length

Max length	18
Median length	18
Mean length	18
Min length	18

Characters and Unicode

Total characters	27738
Distinct characters	10
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Four or more years
2nd row	Four or more years
3rd row	Four or more years
4th row	Four or more years
5th row	Four or more years

Value	Count	Frequency (%)
Four or more years	1541	100.0%

Histogram of lengths of the category

Value	Count	Frequency (%)
four	1541	25.0%
years	1541	25.0%
more	1541	25.0%
or	1541	25.0%

Most occurring characters

Value	Count	Frequency (%)
r	6164	22.2%
o	4623	16.7%
	4623	16.7%
e	3082	11.1%
F	1541	5.6%
u	1541	5.6%
m	1541	5.6%
y	1541	5.6%
a	1541	5.6%
s	1541	5.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	21574	77.8%
Space Separator	4623	16.7%
Uppercase Letter	1541	5.6%

Most frequent character per category

Value	Count	Frequency (%)
r	6164	28.6%
o	4623	21.4%
e	3082	14.3%
u	1541	7.1%
m	1541	7.1%
y	1541	7.1%
a	1541	7.1%
s	1541	7.1%

Value	Count	Frequency (%)
F	1541	100.0%

Value	Count	Frequency (%)
	4623	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	23115	83.3%
Common	4623	16.7%

Most frequent character per script

Value	Count	Frequency (%)
r	6164	26.7%
o	4623	20.0%
e	3082	13.3%
F	1541	6.7%
u	1541	6.7%
m	1541	6.7%
y	1541	6.7%
a	1541	6.7%
s	1541	6.7%

Value	Count	Frequency (%)
	4623	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	27738	100.0%

Most frequent character per block

Value	Count	Frequency (%)
r	6164	22.2%
o	4623	16.7%
	4623	16.7%
e	3082	11.1%
F	1541	5.6%
u	1541	5.6%
m	1541	5.6%
y	1541	5.6%
a	1541	5.6%
s	1541	5.6%

control
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.8 KiB

Private not-for-profit	1033
Public	508

Length

Max length	22
Median length	22
Mean length	16.72550292
Min length	6

Characters and Unicode

Total characters	25774
Distinct characters	17
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Public
2nd row	Public
3rd row	Public
4th row	Public
5th row	Public

Value	Count	Frequency (%)
Private not-for-profit	1033	67.0%
Public	508	33.0%

Histogram of lengths of the category

Value	Count	Frequency (%)
not-for-profit	1033	40.1%
private	1033	40.1%
public	508	19.7%

Most occurring characters

Value	Count	Frequency (%)
r	3099	12.0%
t	3099	12.0%
o	3099	12.0%
i	2574	10.0%
-	2066	8.0%
f	2066	8.0%
P	1541	6.0%
v	1033	4.0%
a	1033	4.0%
e	1033	4.0%
Other values (7)	5131	19.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	21134	82.0%
Dash Punctuation	2066	8.0%
Uppercase Letter	1541	6.0%
Space Separator	1033	4.0%

Most frequent character per category

Value	Count	Frequency (%)
r	3099	14.7%
t	3099	14.7%
o	3099	14.7%
i	2574	12.2%
f	2066	9.8%
v	1033	4.9%
a	1033	4.9%
e	1033	4.9%
n	1033	4.9%
p	1033	4.9%
Other values (4)	2032	9.6%

Value	Count	Frequency (%)
P	1541	100.0%

Value	Count	Frequency (%)
	1033	100.0%

Value	Count	Frequency (%)
-	2066	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	22675	88.0%
Common	3099	12.0%

Most frequent character per script

Value	Count	Frequency (%)
r	3099	13.7%
t	3099	13.7%
o	3099	13.7%
i	2574	11.4%
f	2066	9.1%
P	1541	6.8%
v	1033	4.6%
a	1033	4.6%
e	1033	4.6%
n	1033	4.6%
Other values (5)	3065	13.5%

Value	Count	Frequency (%)
-	2066	66.7%
	1033	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25774	100.0%

Most frequent character per block

Value	Count	Frequency (%)
r	3099	12.0%
t	3099	12.0%
o	3099	12.0%
i	2574	10.0%
-	2066	8.0%
f	2066	8.0%
P	1541	6.0%
v	1033	4.0%
a	1033	4.0%
e	1033	4.0%
Other values (7)	5131	19.9%

locale
Categorical

HIGH CORRELATION

Distinct	12
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	2.4 KiB

City: Large	342
Suburb: Large	301
City: Small	209
Town: Distant	179
City: Midsize	172
Other values (7)	338

Length

Max length	15
Median length	13
Mean length	12.25892278
Min length	11

Characters and Unicode

Total characters	18891
Distinct characters	27
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	City: Midsize
2nd row	City: Midsize
3rd row	City: Midsize
4th row	City: Midsize
5th row	City: Small

Value	Count	Frequency (%)
City: Large	342	22.2%
Suburb: Large	301	19.5%
City: Small	209	13.6%
Town: Distant	179	11.6%
City: Midsize	172	11.2%
Town: Remote	109	7.1%
Town: Fringe	62	4.0%
Suburb: Midsize	51	3.3%
Rural: Fringe	40	2.6%
Suburb: Small	31	2.0%
Other values (2)	45	2.9%

Histogram of lengths of the category

Value	Count	Frequency (%)
city	723	23.5%
large	643	20.9%
suburb	383	12.4%
town	350	11.4%
small	240	7.8%
midsize	223	7.2%
distant	208	6.7%
remote	125	4.1%
fringe	102	3.3%
rural	85	2.8%

Most occurring characters

Value	Count	Frequency (%)
:	1541	8.2%
	1541	8.2%
i	1479	7.8%
t	1264	6.7%
e	1218	6.4%
r	1213	6.4%
a	1176	6.2%
u	851	4.5%
b	766	4.1%
g	745	3.9%
Other values (17)	7097	37.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	12727	67.4%
Uppercase Letter	3082	16.3%
Other Punctuation	1541	8.2%
Space Separator	1541	8.2%

Most frequent character per category

Value	Count	Frequency (%)
i	1479	11.6%
t	1264	9.9%
e	1218	9.6%
r	1213	9.5%
a	1176	9.2%
u	851	6.7%
b	766	6.0%
g	745	5.9%
y	723	5.7%
n	660	5.2%
Other values (7)	2632	20.7%

Value	Count	Frequency (%)
C	723	23.5%
L	643	20.9%
S	623	20.2%
T	350	11.4%
M	223	7.2%
R	210	6.8%
D	208	6.7%
F	102	3.3%

Value	Count	Frequency (%)
:	1541	100.0%

Value	Count	Frequency (%)
	1541	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	15809	83.7%
Common	3082	16.3%

Most frequent character per script

Value	Count	Frequency (%)
i	1479	9.4%
t	1264	8.0%
e	1218	7.7%
r	1213	7.7%
a	1176	7.4%
u	851	5.4%
b	766	4.8%
g	745	4.7%
C	723	4.6%
y	723	4.6%
Other values (15)	5651	35.7%

Value	Count	Frequency (%)
:	1541	50.0%
	1541	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	18891	100.0%

Most frequent character per block

Value	Count	Frequency (%)
:	1541	8.2%
	1541	8.2%
i	1479	7.8%
t	1264	6.7%
e	1218	6.4%
r	1213	6.4%
a	1176	6.2%
u	851	4.5%
b	766	4.1%
g	745	3.9%
Other values (17)	7097	37.6%

instcat
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.0 KiB

Degree-granting, primarily baccalaureate or above	1504
Degree-granting, not primarily baccalaureate or above	37

Length

Max length	53
Median length	49
Mean length	49.09604153
Min length	49

Characters and Unicode

Total characters	75657
Distinct characters	20
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Degree-granting, primarily baccalaureate or above
2nd row	Degree-granting, primarily baccalaureate or above
3rd row	Degree-granting, primarily baccalaureate or above
4th row	Degree-granting, primarily baccalaureate or above
5th row	Degree-granting, primarily baccalaureate or above

Value	Count	Frequency (%)
Degree-granting, primarily baccalaureate or above	1504	97.6%
Degree-granting, not primarily baccalaureate or above	37	2.4%

Histogram of lengths of the category

Value	Count	Frequency (%)
baccalaureate	1541	19.9%
above	1541	19.9%
degree-granting	1541	19.9%
primarily	1541	19.9%
or	1541	19.9%
not	37	0.5%

Most occurring characters

Value	Count	Frequency (%)
a	10787	14.3%
e	9246	12.2%
r	9246	12.2%
	6201	8.2%
g	4623	6.1%
i	4623	6.1%
n	3119	4.1%
t	3119	4.1%
o	3119	4.1%
l	3082	4.1%
Other values (10)	18492	24.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	64833	85.7%
Space Separator	6201	8.2%
Uppercase Letter	1541	2.0%
Dash Punctuation	1541	2.0%
Other Punctuation	1541	2.0%

Most frequent character per category

Value	Count	Frequency (%)
a	10787	16.6%
e	9246	14.3%
r	9246	14.3%
g	4623	7.1%
i	4623	7.1%
n	3119	4.8%
t	3119	4.8%
o	3119	4.8%
l	3082	4.8%
b	3082	4.8%
Other values (6)	10787	16.6%

Value	Count	Frequency (%)
D	1541	100.0%

Value	Count	Frequency (%)
-	1541	100.0%

Value	Count	Frequency (%)
,	1541	100.0%

Value	Count	Frequency (%)
	6201	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	66374	87.7%
Common	9283	12.3%

Most frequent character per script

Value	Count	Frequency (%)
a	10787	16.3%
e	9246	13.9%
r	9246	13.9%
g	4623	7.0%
i	4623	7.0%
n	3119	4.7%
t	3119	4.7%
o	3119	4.7%
l	3082	4.6%
b	3082	4.6%
Other values (7)	12328	18.6%

Value	Count	Frequency (%)
	6201	66.8%
-	1541	16.6%
,	1541	16.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	75657	100.0%

Most frequent character per block

Value	Count	Frequency (%)
a	10787	14.3%
e	9246	12.2%
r	9246	12.2%
	6201	8.2%
g	4623	6.1%
i	4623	6.1%
n	3119	4.1%
t	3119	4.1%
o	3119	4.1%
l	3082	4.1%
Other values (10)	18492	24.4%

c15basic
Categorical

HIGH CORRELATION

Distinct	19
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	3.1 KiB

Master^s Colleges & Universities: Larger Programs	332
Baccalaureate Colleges: Arts & Sciences Focus	231
Baccalaureate Colleges: Diverse Fields	199
Master^s Colleges & Universities: Medium Programs	166
Doctoral Universities: Highest Research Activity	114
Other values (14)	499

Length

Max length	79
Median length	49
Mean length	47.63724854
Min length	15

Characters and Unicode

Total characters	73409
Distinct characters	48
Distinct categories	8 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	0.1%

Sample

1st row	Master^s Colleges & Universities: Larger Programs
2nd row	Doctoral Universities: Highest Research Activity
3rd row	Doctoral Universities: Higher Research Activity
4th row	Master^s Colleges & Universities: Medium Programs
5th row	Doctoral Universities: Higher Research Activity

Value	Count	Frequency (%)
Master^s Colleges & Universities: Larger Programs	332	21.5%
Baccalaureate Colleges: Arts & Sciences Focus	231	15.0%
Baccalaureate Colleges: Diverse Fields	199	12.9%
Master^s Colleges & Universities: Medium Programs	166	10.8%
Doctoral Universities: Highest Research Activity	114	7.4%
Doctoral Universities: Higher Research Activity	100	6.5%
Special Focus Four-Year: Faith-Related Institutions	99	6.4%
Master^s Colleges & Universities: Small Programs	98	6.4%
Doctoral Universities: Moderate Research Activity	84	5.5%
Special Focus Four-Year: Arts, Music & Design Schools	41	2.7%
Other values (9)	77	5.0%

Histogram of lengths of the category

Value	Count	Frequency (%)
colleges	1053	12.3%
universities	894	10.4%
	876	10.2%
master^s	596	7.0%
programs	596	7.0%
baccalaureate	430	5.0%
focus	406	4.7%
larger	332	3.9%
activity	298	3.5%
research	298	3.5%
Other values (39)	2791	32.6%

Most occurring characters

Value	Count	Frequency (%)
e	8903	12.1%
	7029	9.6%
s	6942	9.5%
r	5571	7.6%
i	5068	6.9%
a	4932	6.7%
t	4019	5.5%
l	3675	5.0%
o	3322	4.5%
c	3105	4.2%
Other values (38)	20843	28.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	55037	75.0%
Uppercase Letter	7869	10.7%
Space Separator	7029	9.6%
Other Punctuation	2503	3.4%
Modifier Symbol	645	0.9%
Dash Punctuation	290	0.4%
Open Punctuation	18	< 0.1%
Close Punctuation	18	< 0.1%

Most frequent character per category

Value	Count	Frequency (%)
e	8903	16.2%
s	6942	12.6%
r	5571	10.1%
i	5068	9.2%
a	4932	9.0%
t	4019	7.3%
l	3675	6.7%
o	3322	6.0%
c	3105	5.6%
g	2328	4.2%
Other values (11)	7172	13.0%

Value	Count	Frequency (%)
C	1071	13.6%
M	918	11.7%
U	894	11.4%
F	876	11.1%
A	619	7.9%
P	612	7.8%
S	574	7.3%
D	539	6.8%
B	485	6.2%
R	397	5.0%
Other values (8)	884	11.2%

Value	Count	Frequency (%)
:	1521	60.8%
&	876	35.0%
,	59	2.4%
/	47	1.9%

Value	Count	Frequency (%)
^	645	100.0%

Value	Count	Frequency (%)
	7029	100.0%

Value	Count	Frequency (%)
-	290	100.0%

Value	Count	Frequency (%)
(	18	100.0%

Value	Count	Frequency (%)
)	18	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	62906	85.7%
Common	10503	14.3%

Most frequent character per script

Value	Count	Frequency (%)
e	8903	14.2%
s	6942	11.0%
r	5571	8.9%
i	5068	8.1%
a	4932	7.8%
t	4019	6.4%
l	3675	5.8%
o	3322	5.3%
c	3105	4.9%
g	2328	3.7%
Other values (29)	15041	23.9%

Value	Count	Frequency (%)
	7029	66.9%
:	1521	14.5%
&	876	8.3%
^	645	6.1%
-	290	2.8%
,	59	0.6%
/	47	0.4%
(	18	0.2%
)	18	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	73409	100.0%

Most frequent character per block

Value	Count	Frequency (%)
e	8903	12.1%
	7029	9.6%
s	6942	9.5%
r	5571	7.6%
i	5068	6.9%
a	4932	6.7%
t	4019	5.5%
l	3675	5.0%
o	3322	4.5%
c	3105	4.2%
Other values (38)	20843	28.4%

instsize
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	2.0 KiB

1,000 - 4,999	714
Under 1,000	295
5,000 - 9,999	220
10,000 - 19,999	163
20,000 and above	149

Length

Max length	16
Median length	13
Mean length	13.11875406
Min length	11

Characters and Unicode

Total characters	20216
Distinct characters	18
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	5,000 - 9,999
2nd row	20,000 and above
3rd row	5,000 - 9,999
4th row	1,000 - 4,999
5th row	20,000 and above

Value	Count	Frequency (%)
1,000 - 4,999	714	46.3%
Under 1,000	295	19.1%
5,000 - 9,999	220	14.3%
10,000 - 19,999	163	10.6%
20,000 and above	149	9.7%

Histogram of lengths of the category

Value	Count	Frequency (%)
	1097	25.3%
1,000	1009	23.3%
4,999	714	16.5%
under	295	6.8%
9,999	220	5.1%
5,000	220	5.1%
19,999	163	3.8%
10,000	163	3.8%
above	149	3.4%
and	149	3.4%

Most occurring characters

Value	Count	Frequency (%)
0	4935	24.4%
9	3674	18.2%
	2787	13.8%
,	2638	13.0%
1	1335	6.6%
-	1097	5.4%
4	714	3.5%
n	444	2.2%
d	444	2.2%
e	444	2.2%
Other values (8)	1704	8.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	11027	54.5%
Space Separator	2787	13.8%
Other Punctuation	2638	13.0%
Lowercase Letter	2372	11.7%
Dash Punctuation	1097	5.4%
Uppercase Letter	295	1.5%

Most frequent character per category

Value	Count	Frequency (%)
n	444	18.7%
d	444	18.7%
e	444	18.7%
a	298	12.6%
r	295	12.4%
b	149	6.3%
o	149	6.3%
v	149	6.3%

Value	Count	Frequency (%)
0	4935	44.8%
9	3674	33.3%
1	1335	12.1%
4	714	6.5%
5	220	2.0%
2	149	1.4%

Value	Count	Frequency (%)
,	2638	100.0%

Value	Count	Frequency (%)
	2787	100.0%

Value	Count	Frequency (%)
-	1097	100.0%

Value	Count	Frequency (%)
U	295	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	17549	86.8%
Latin	2667	13.2%

Most frequent character per script

Value	Count	Frequency (%)
0	4935	28.1%
9	3674	20.9%
	2787	15.9%
,	2638	15.0%
1	1335	7.6%
-	1097	6.3%
4	714	4.1%
5	220	1.3%
2	149	0.8%

Value	Count	Frequency (%)
n	444	16.6%
d	444	16.6%
e	444	16.6%
a	298	11.2%
U	295	11.1%
r	295	11.1%
b	149	5.6%
o	149	5.6%
v	149	5.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	20216	100.0%

Most frequent character per block

Value	Count	Frequency (%)
0	4935	24.4%
9	3674	18.2%
	2787	13.8%
,	2638	13.0%
1	1335	6.6%
-	1097	5.4%
4	714	3.5%
n	444	2.2%
d	444	2.2%
e	444	2.2%
Other values (8)	1704	8.4%

longitud
Real number (ℝ)

Distinct	1540
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-87.54975128
Minimum	-157.92659
Maximum	144.8358154
Zeros	0
Zeros (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	-157.92659
5-th percentile	-120.424942
Q1	-93.73083496
median	-84.06147766
Q3	-76.4913559
95-th percentile	-71.45894623
Maximum	144.8358154
Range	302.7624054
Interquartile range (IQR)	17.23947906

Descriptive statistics

Standard deviation	15.92879677
Coefficient of variation (CV)	-0.1819399446
Kurtosis	30.44776535
Mean	-87.54975128
Median Absolute Deviation (MAD)	8.427337646
Skewness	0.8641968369
Sum	-134914.1719
Variance	253.7265778
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-78.63769531	2	0.1%
-72.24994659	1	0.1%
-87.58528137	1	0.1%
-72.58397675	1	0.1%
-75.1829071	1	0.1%
-73.67023468	1	0.1%
-73.8342514	1	0.1%
-92.08438873	1	0.1%
-80.24049377	1	0.1%
-97.44421387	1	0.1%
Other values (1530)	1530	99.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-157.92659	1	0.1%
-157.888382	1	0.1%
-157.8596497	1	0.1%
-157.818985	1	0.1%
-157.8078461	1	0.1%

Value	Count	Frequency (%)
144.8358154	1	0.1%
-64.97286224	1	0.1%
-66.05001068	1	0.1%
-66.05961609	1	0.1%
-66.1620636	1	0.1%

latitude
Real number (ℝ_≥0)

UNIQUE

Distinct	1541
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	38.76873398
Minimum	13.46504593
Maximum	64.8575592
Zeros	0
Zeros (%)	0.0%
Memory size	6.1 KiB

Quantile statistics

Minimum	13.46504593
5-th percentile	30.09242439
Q1	35.58656311
median	40.01423645
Q3	41.96385956
95-th percentile	44.9728508
Maximum	64.8575592
Range	51.39251328
Interquartile range (IQR)	6.377296448

Descriptive statistics

Standard deviation	4.909657478
Coefficient of variation (CV)	0.1266396195
Kurtosis	2.622907639
Mean	38.76873398
Median Absolute Deviation (MAD)	2.62216568
Skewness	-0.6991415024
Sum	59742.62109
Variance	24.10473633
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
42.24998856	1	0.1%
35.04824829	1	0.1%
39.32679749	1	0.1%
42.66752243	1	0.1%
29.64628983	1	0.1%
40.29264832	1	0.1%
33.41772079	1	0.1%
47.66653061	1	0.1%
42.13158798	1	0.1%
40.44843292	1	0.1%
Other values (1531)	1531	99.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
13.46504593	1	0.1%
18.00164986	1	0.1%
18.08353043	1	0.1%
18.11882019	1	0.1%
18.2053299	1	0.1%

Value	Count	Frequency (%)
64.8575592	1	0.1%
61.19096756	1	0.1%
61.19016266	1	0.1%
58.38484573	1	0.1%
48.73781204	1	0.1%

roomcap
Real number (ℝ_≥0)

Distinct	1211
Distinct (%)	78.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1921.072031
Minimum	1
Maximum	18313
Zeros	0
Zeros (%)	0.0%
Memory size	12.2 KiB

Quantile statistics

Minimum	1
5-th percentile	125
Q1	554
median	1154
Q3	2317
95-th percentile	6597
Maximum	18313
Range	18312
Interquartile range (IQR)	1763

Descriptive statistics

Standard deviation	2338.427154
Coefficient of variation (CV)	1.217251158
Kurtosis	10.89681744
Mean	1921.072031
Median Absolute Deviation (MAD)	743
Skewness	2.897598962
Sum	2960372
Variance	5468241.553
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	10	0.6%
400	7	0.5%
610	7	0.5%
120	7	0.5%
150	6	0.4%
200	6	0.4%
500	6	0.4%
1400	5	0.3%
650	5	0.3%
1200	5	0.3%
Other values (1201)	1477	95.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	0.1%
2	1	0.1%
4	1	0.1%
5	1	0.1%
10	1	0.1%

Value	Count	Frequency (%)
18313	1	0.1%
18000	1	0.1%
17060	1	0.1%
15917	1	0.1%
15198	1	0.1%

roomamt
Real number (ℝ_≥0)

ZEROS

Distinct	888
Distinct (%)	57.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4884.04867
Minimum	0
Maximum	16675
Zeros	309
Zeros (%)	20.1%
Memory size	12.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3300
median	5300
Q3	6904
95-th percentile	9510
Maximum	16675
Range	16675
Interquartile range (IQR)	3604

Descriptive statistics

Standard deviation	3106.429487
Coefficient of variation (CV)	0.6360357353
Kurtosis	-0.2552157725
Mean	4884.04867
Median Absolute Deviation (MAD)	1832
Skewness	-0.08637039418
Sum	7526319
Variance	9649904.155
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	309	20.1%
5000	10	0.6%
5200	9	0.6%
5400	8	0.5%
5750	8	0.5%
6180	8	0.5%
3400	7	0.5%
6600	7	0.5%
4300	7	0.5%
4200	7	0.5%
Other values (878)	1161	75.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	309	20.1%
460	1	0.1%
950	1	0.1%
1000	1	0.1%
1200	1	0.1%

Value	Count	Frequency (%)
16675	1	0.1%
16115	1	0.1%
15300	1	0.1%
15000	2	0.1%
14594	1	0.1%

boardamt
Real number (ℝ_≥0)

ZEROS

Distinct	758
Distinct (%)	49.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3490.780013
Minimum	0
Maximum	8965
Zeros	376
Zeros (%)	24.4%
Memory size	12.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1950
median	4064
Q3	5080
95-th percentile	6374
Maximum	8965
Range	8965
Interquartile range (IQR)	3130

Descriptive statistics

Standard deviation	2224.323645
Coefficient of variation (CV)	0.637199605
Kurtosis	-0.9403457278
Mean	3490.780013
Median Absolute Deviation (MAD)	1148
Skewness	-0.523572115
Sum	5379292
Variance	4947615.679
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	376	24.4%
5100	13	0.8%
3000	10	0.6%
4000	9	0.6%
4600	8	0.5%
4200	8	0.5%
3900	7	0.5%
3600	7	0.5%
5000	7	0.5%
4800	7	0.5%
Other values (748)	1089	70.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	376	24.4%
490	1	0.1%
600	1	0.1%
700	1	0.1%
840	1	0.1%

Value	Count	Frequency (%)
8965	1	0.1%
8480	1	0.1%
8330	1	0.1%
8210	1	0.1%
8038	1	0.1%

applfeeu
Real number (ℝ_≥0)

ZEROS

Distinct	33
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	31.87475665
Minimum	0
Maximum	200
Zeros	446
Zeros (%)	28.9%
Memory size	12.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	30
Q3	50
95-th percentile	75
Maximum	200
Range	200
Interquartile range (IQR)	50

Descriptive statistics

Standard deviation	25.68658283
Coefficient of variation (CV)	0.8058597314
Kurtosis	0.9462515356
Mean	31.87475665
Median Absolute Deviation (MAD)	20
Skewness	0.5039590672
Sum	49119
Variance	659.8005377
Monotocity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
0	446	28.9%
50	234	15.2%
25	159	10.3%
40	111	7.2%
30	107	6.9%
35	103	6.7%
65	54	3.5%
60	54	3.5%
20	50	3.2%
75	46	3.0%
Other values (23)	177	11.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	446	28.9%
10	3	0.2%
15	6	0.4%
20	50	3.2%
25	159	10.3%

Value	Count	Frequency (%)
200	1	0.1%
150	2	0.1%
125	1	0.1%
120	2	0.1%
110	3	0.2%

applcn
Real number (ℝ_≥0)

Distinct	1408
Distinct (%)	91.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6764.367943
Minimum	3
Maximum	102225
Zeros	0
Zeros (%)	0.0%
Memory size	12.2 KiB

Quantile statistics

Minimum	3
5-th percentile	70
Q1	1256
median	3211
Q3	7367
95-th percentile	27679
Maximum	102225
Range	102222
Interquartile range (IQR)	6111

Descriptive statistics

Standard deviation	10403.92701
Coefficient of variation (CV)	1.538048654
Kurtosis	18.40607631
Mean	6764.367943
Median Absolute Deviation (MAD)	2413
Skewness	3.651581663
Sum	10423891
Variance	108241697.2
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	4	0.3%
1693	4	0.3%
6	3	0.2%
30	3	0.2%
388	3	0.2%
2231	3	0.2%
873	3	0.2%
1843	3	0.2%
746	3	0.2%
25	3	0.2%
Other values (1398)	1509	97.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3	3	0.2%
5	4	0.3%
6	3	0.2%
7	2	0.1%
8	2	0.1%

Value	Count	Frequency (%)
102225	1	0.1%
88446	1	0.1%
85092	1	0.1%
85044	1	0.1%
81824	1	0.1%

admssn
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1358
Distinct (%)	88.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3787.340039
Minimum	2
Maximum	31878
Zeros	0
Zeros (%)	0.0%
Memory size	12.2 KiB

Quantile statistics

Minimum	2
5-th percentile	48
Q1	824
median	2037
Q3	4600
95-th percentile	14876
Maximum	31878
Range	31876
Interquartile range (IQR)	3776

Descriptive statistics

Standard deviation	4923.005565
Coefficient of variation (CV)	1.299858348
Kurtosis	7.281832763
Mean	3787.340039
Median Absolute Deviation (MAD)	1515
Skewness	2.503095216
Sum	5836291
Variance	24235983.79
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	4	0.3%
18	4	0.3%
3	4	0.3%
7	4	0.3%
15	4	0.3%
11	3	0.2%
807	3	0.2%
28	3	0.2%
863	3	0.2%
1375	3	0.2%
Other values (1348)	1506	97.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	1	0.1%
3	4	0.3%
4	1	0.1%
5	2	0.1%
6	4	0.3%

Value	Count	Frequency (%)
31878	1	0.1%
31063	1	0.1%
30762	1	0.1%
30061	1	0.1%
29812	1	0.1%

enrlft
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1017
Distinct (%)	66.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	979.3361454
Minimum	0
Maximum	10099
Zeros	1
Zeros (%)	0.1%
Memory size	12.2 KiB

Quantile statistics

Minimum	0
5-th percentile	28
Q1	218
median	465
Q3	1122
95-th percentile	4040
Maximum	10099
Range	10099
Interquartile range (IQR)	904

Descriptive statistics

Standard deviation	1340.264785
Coefficient of variation (CV)	1.368544183
Kurtosis	8.059855814
Mean	979.3361454
Median Absolute Deviation (MAD)	312
Skewness	2.653629428
Sum	1509157
Variance	1796309.695
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9	7	0.5%
276	6	0.4%
13	6	0.4%
204	6	0.4%
3	6	0.4%
281	6	0.4%
341	5	0.3%
2	5	0.3%
171	5	0.3%
164	5	0.3%
Other values (1007)	1484	96.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.1%
2	5	0.3%
3	6	0.4%
4	3	0.2%
5	1	0.1%

Value	Count	Frequency (%)
10099	1	0.1%
8238	1	0.1%
8140	1	0.1%
7975	1	0.1%
7832	1	0.1%

enrlt
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1030
Distinct (%)	66.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1004.758598
Minimum	2
Maximum	11639
Zeros	0
Zeros (%)	0.0%
Memory size	12.2 KiB

Quantile statistics

Minimum	2
5-th percentile	30
Q1	220
median	471
Q3	1145
95-th percentile	4153
Maximum	11639
Range	11637
Interquartile range (IQR)	925

Descriptive statistics

Standard deviation	1385.421818
Coefficient of variation (CV)	1.378860375
Kurtosis	8.565152258
Mean	1004.758598
Median Absolute Deviation (MAD)	317
Skewness	2.693758064
Sum	1548333
Variance	1919393.613
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
279	6	0.4%
203	6	0.4%
9	6	0.4%
13	6	0.4%
171	6	0.4%
183	5	0.3%
433	5	0.3%
197	5	0.3%
267	5	0.3%
550	5	0.3%
Other values (1020)	1486	96.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	3	0.2%
3	5	0.3%
4	4	0.3%
5	2	0.1%
6	2	0.1%

Value	Count	Frequency (%)
11639	1	0.1%
8381	1	0.1%
8366	1	0.1%
8001	1	0.1%
7874	1	0.1%

accept
Real number (ℝ_≥0)

Distinct	1496
Distinct (%)	97.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.6672388599
Minimum	0.01852300829
Maximum	1
Zeros	0
Zeros (%)	0.0%
Memory size	12.2 KiB

Quantile statistics

Minimum	0.01852300829
5-th percentile	0.27330197
Q1	0.5406758448
median	0.6911189358
Q3	0.8192371476
95-th percentile	0.9634703196
Maximum	1
Range	0.9814769917
Interquartile range (IQR)	0.2785613028

Descriptive statistics

Standard deviation	0.20701538
Coefficient of variation (CV)	0.3102567797
Kurtosis	0.148854929
Mean	0.6672388599
Median Absolute Deviation (MAD)	0.136942824
Skewness	-0.6654676229
Sum	1028.215083
Variance	0.04285536754
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	28	1.8%
0.8	3	0.2%
0.8333333333	3	0.2%
0.8571428571	3	0.2%
0.9444444444	2	0.1%
0.875	2	0.1%
0.9333333333	2	0.1%
0.9230769231	2	0.1%
0.7435897436	2	0.1%
0.8666666667	2	0.1%
Other values (1486)	1492	96.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.01852300829	1	0.1%
0.03303964758	1	0.1%
0.04730787557	1	0.1%
0.05156178808	1	0.1%
0.05920813658	1	0.1%

Value	Count	Frequency (%)
1	28	1.8%
0.9962962963	1	0.1%
0.9960227273	1	0.1%
0.9958758411	1	0.1%
0.9951690821	1	0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	unitid	instnm	stabbr	sector	iclevel	control	locale	instcat	c15basic	instsize	longitud	latitude	roomcap	roomamt	boardamt	applfeeu	applcn	admssn	enrlft	enrlt	accept
0	100654	Alabama A & M University	AL	Public, 4-year or above	Four or more years	Public	City: Midsize	Degree-granting, primarily baccalaureate or above	Master^s Colleges & Universities: Larger Programs	5,000 - 9,999	-86.568504	34.783367	2614.0	5400.0	3620.0	30.0	8610.0	7772.0	1288.0	1294.0	0.902671
1	100663	University of Alabama at Birmingham	AL	Public, 4-year or above	Four or more years	Public	City: Midsize	Degree-granting, primarily baccalaureate or above	Doctoral Universities: Highest Research Activity	20,000 and above	-86.799347	33.505695	2785.0	7532.0	4150.0	30.0	7555.0	6936.0	2228.0	2299.0	0.918068
2	100706	University of Alabama in Huntsville	AL	Public, 4-year or above	Four or more years	Public	City: Midsize	Degree-granting, primarily baccalaureate or above	Doctoral Universities: Higher Research Activity	5,000 - 9,999	-86.640450	34.724556	1652.0	0.0	0.0	30.0	4454.0	3618.0	1341.0	1352.0	0.812304
3	100724	Alabama State University	AL	Public, 4-year or above	Four or more years	Public	City: Midsize	Degree-granting, primarily baccalaureate or above	Master^s Colleges & Universities: Medium Programs	1,000 - 4,999	-86.295677	32.364319	2491.0	3346.0	2076.0	25.0	6842.0	6696.0	951.0	967.0	0.978661
4	100751	The University of Alabama	AL	Public, 4-year or above	Four or more years	Public	City: Small	Degree-granting, primarily baccalaureate or above	Doctoral Universities: Higher Research Activity	20,000 and above	-87.545975	33.211876	8449.0	5750.0	3674.0	40.0	38129.0	20321.0	7385.0	7407.0	0.532954
5	100830	Auburn University at Montgomery	AL	Public, 4-year or above	Four or more years	Public	City: Midsize	Degree-granting, primarily baccalaureate or above	Master^s Colleges & Universities: Larger Programs	1,000 - 4,999	-86.177544	32.367359	1200.0	4580.0	2400.0	0.0	2454.0	2022.0	627.0	652.0	0.823961
6	100858	Auburn University	AL	Public, 4-year or above	Four or more years	Public	City: Small	Degree-granting, primarily baccalaureate or above	Doctoral Universities: Higher Research Activity	20,000 and above	-85.488258	32.599377	4737.0	7860.0	5472.0	50.0	18072.0	15168.0	4771.0	4836.0	0.839309
7	100937	Birmingham Southern College	AL	Private not-for-profit, 4-year or above	Four or more years	Private not-for-profit	City: Midsize	Degree-granting, primarily baccalaureate or above	Baccalaureate Colleges: Arts & Sciences Focus	1,000 - 4,999	-86.850555	33.513775	1597.0	0.0	0.0	50.0	2559.0	1583.0	349.0	349.0	0.618601
8	101189	Faulkner University	AL	Private not-for-profit, 4-year or above	Four or more years	Private not-for-profit	City: Midsize	Degree-granting, primarily baccalaureate or above	Master^s Colleges & Universities: Small Programs	1,000 - 4,999	-86.216408	32.384182	704.0	3500.0	3900.0	25.0	2335.0	1191.0	311.0	333.0	0.510064
9	101435	Huntingdon College	AL	Private not-for-profit, 4-year or above	Four or more years	Private not-for-profit	City: Midsize	Degree-granting, primarily baccalaureate or above	Baccalaureate Colleges: Diverse Fields	1,000 - 4,999	-86.284363	32.351032	629.0	0.0	0.0	0.0	2074.0	1161.0	294.0	294.0	0.559788

Last rows

	unitid	instnm	stabbr	sector	iclevel	control	locale	instcat	c15basic	instsize	longitud	latitude	roomcap	roomamt	boardamt	applfeeu	applcn	admssn	enrlft	enrlt	accept
1531	488314	Beth Medrash of Asbury Park	NJ	Private not-for-profit, 4-year or above	Four or more years	Private not-for-profit	Suburb: Large	Degree-granting, primarily baccalaureate or above	Not applicable, not in Carnegie universe (not accredited or nondegree-granting)	Under 1,000	-74.210815	40.043705	60.0	0.0	0.0	0.0	30.0	26.0	23.0	23.0	0.866667
1532	488350	Yeshiva Gedolah Shaarei Shmuel	NJ	Private not-for-profit, 4-year or above	Four or more years	Private not-for-profit	City: Small	Degree-granting, primarily baccalaureate or above	Not applicable, not in Carnegie universe (not accredited or nondegree-granting)	Under 1,000	-74.197594	40.091000	90.0	0.0	0.0	0.0	100.0	36.0	27.0	27.0	0.360000
1533	488785	University of Saint Katherine	CA	Private not-for-profit, 4-year or above	Four or more years	Private not-for-profit	Suburb: Large	Degree-granting, primarily baccalaureate or above	Not applicable, not in Carnegie universe (not accredited or nondegree-granting)	Under 1,000	-117.196548	33.151283	55.0	9000.0	0.0	20.0	76.0	28.0	16.0	16.0	0.368421
1534	488819	The Colburn Conservatory of Music	CA	Private not-for-profit, 4-year or above	Four or more years	Private not-for-profit	City: Large	Degree-granting, primarily baccalaureate or above	Not applicable, not in Carnegie universe (not accredited or nondegree-granting)	Under 1,000	-118.249840	34.054070	150.0	12360.0	5879.0	120.0	287.0	18.0	18.0	18.0	0.062718
1535	489937	Piedmont International University	NC	Private not-for-profit, 4-year or above	Four or more years	Private not-for-profit	City: Midsize	Degree-granting, primarily baccalaureate or above	Special Focus Four-Year: Faith-Related Institutions	Under 1,000	-80.250153	36.087963	185.0	0.0	0.0	39.0	256.0	93.0	64.0	65.0	0.363281
1536	490319	Yeshiva Bais Aharon	NJ	Private not-for-profit, 4-year or above	Four or more years	Private not-for-profit	City: Small	Degree-granting, primarily baccalaureate or above	Not applicable, not in Carnegie universe (not accredited or nondegree-granting)	Under 1,000	-74.203094	40.101002	50.0	1400.0	700.0	0.0	23.0	18.0	13.0	13.0	0.782609
1537	490504	Yeshiva Ohr Naftoli	NY	Private not-for-profit, 4-year or above	Four or more years	Private not-for-profit	Suburb: Large	Degree-granting, not primarily baccalaureate or above	Not applicable, not in Carnegie universe (not accredited or nondegree-granting)	Under 1,000	-74.046288	41.456985	100.0	0.0	0.0	100.0	15.0	15.0	11.0	11.0	1.000000
1538	490513	Bais Medrash Mayan Hatorah	NJ	Private not-for-profit, 4-year or above	Four or more years	Private not-for-profit	City: Small	Degree-granting, primarily baccalaureate or above	Not applicable, not in Carnegie universe (not accredited or nondegree-granting)	Under 1,000	-74.204330	40.107414	69.0	0.0	0.0	0.0	30.0	25.0	21.0	21.0	0.833333
1539	490805	Purdue University Northwest	IN	Public, 4-year or above	Four or more years	Public	Suburb: Large	Degree-granting, primarily baccalaureate or above	Master^s Colleges & Universities: Larger Programs	10,000 - 19,999	-87.474236	41.584324	744.0	5595.0	0.0	25.0	4136.0	1434.0	1070.0	1125.0	0.346712
1540	491057	Yeshiva Kollel Tifereth Elizer	NY	Private not-for-profit, 4-year or above	Four or more years	Private not-for-profit	City: Large	Degree-granting, primarily baccalaureate or above	Not applicable, not in Carnegie universe (not accredited or nondegree-granting)	Under 1,000	-73.992172	40.637096	28.0	2000.0	3000.0	0.0	15.0	14.0	12.0	12.0	0.933333

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows